Overview
Brought to you by YData
Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 1471 |
| Missing cells | 7 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 1 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 402.4 KiB |
| Average record size in memory | 280.1 B |
Variable types
| Numeric | 15 |
|---|---|
| Boolean | 3 |
| Categorical | 17 |
EmployeeCount has constant value "1" | Constant |
Over18 has constant value "True" | Constant |
StandardHours has constant value "80" | Constant |
| Dataset has 1 (0.1%) duplicate rows | Duplicates |
Age is highly overall correlated with TotalWorkingYears | High correlation |
Department is highly overall correlated with EducationField and 1 other fields | High correlation |
EducationField is highly overall correlated with Department | High correlation |
JobLevel is highly overall correlated with JobRole and 2 other fields | High correlation |
JobRole is highly overall correlated with Department and 1 other fields | High correlation |
MaritalStatus is highly overall correlated with StockOptionLevel | High correlation |
MonthlyIncome is highly overall correlated with JobLevel and 1 other fields | High correlation |
PercentSalaryHike is highly overall correlated with PerformanceRating | High correlation |
PerformanceRating is highly overall correlated with PercentSalaryHike | High correlation |
StockOptionLevel is highly overall correlated with MaritalStatus | High correlation |
TotalWorkingYears is highly overall correlated with Age and 3 other fields | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 3 other fields | High correlation |
YearsInCurrentRole is highly overall correlated with YearsAtCompany and 2 other fields | High correlation |
YearsSinceLastPromotion is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
NumCompaniesWorked has 197 (13.4%) zeros | Zeros |
TrainingTimesLastYear has 54 (3.7%) zeros | Zeros |
YearsAtCompany has 44 (3.0%) zeros | Zeros |
YearsInCurrentRole has 244 (16.6%) zeros | Zeros |
YearsSinceLastPromotion has 581 (39.5%) zeros | Zeros |
YearsWithCurrManager has 263 (17.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-01-14 07:17:39.727694 |
|---|---|
| Analysis finished | 2025-01-14 07:18:38.899201 |
| Duration | 59.17 seconds |
| Software version | ydata-profiling vv4.12.1 |
| Download configuration | config.json |
Variables
Age
Real number (ℝ)
High correlation
| Distinct | 43 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.917631 |
| Minimum | 18 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.1366791 |
|---|---|
| Coefficient of variation (CV) | 0.24748823 |
| Kurtosis | -0.40291747 |
| Mean | 36.917631 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.41476068 |
| Sum | 54232 |
| Variance | 83.478906 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 35 | 78 | 5.3% |
| 34 | 77 | 5.2% |
| 36 | 69 | 4.7% |
| 31 | 69 | 4.7% |
| 29 | 67 | 4.6% |
| 32 | 61 | 4.1% |
| 30 | 60 | 4.1% |
| 33 | 58 | 3.9% |
| 38 | 58 | 3.9% |
| 40 | 57 | 3.9% |
| Other values (33) | 815 |
| Value | Count | Frequency (%) |
| 18 | 8 | 0.5% |
| 19 | 9 | 0.6% |
| 20 | 11 | 0.7% |
| 21 | 13 | 0.9% |
| 22 | 16 | 1.1% |
| 23 | 14 | 1.0% |
| 24 | 26 | |
| 25 | 26 | |
| 26 | 39 | |
| 27 | 48 |
| Value | Count | Frequency (%) |
| 60 | 5 | 0.3% |
| 59 | 10 | |
| 58 | 14 | |
| 57 | 4 | 0.3% |
| 56 | 14 | |
| 55 | 22 | |
| 54 | 18 | |
| 53 | 19 | |
| 52 | 18 | |
| 51 | 19 |
Attrition
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 3.0 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| False | 1232 | |
| True | 237 | 16.1% |
| (Missing) | 2 | 0.1% |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.447315 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Frequently |
| 3rd row | Travel_Rarely |
| 4th row | Travel_Frequently |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 1044 | |
| Travel_Frequently | 277 | 18.8% |
| Non-Travel | 150 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel_rarely | 1044 | |
| travel_frequently | 277 | 18.8% |
| non-travel | 150 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3069 | |
| r | 2792 | |
| l | 2792 | |
| a | 2515 | |
| T | 1471 | |
| v | 1471 | |
| y | 1321 | |
| _ | 1321 | |
| R | 1044 | 5.3% |
| n | 427 | 2.2% |
| Other values (7) | 1558 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 19781 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3069 | |
| r | 2792 | |
| l | 2792 | |
| a | 2515 | |
| T | 1471 | |
| v | 1471 | |
| y | 1321 | |
| _ | 1321 | |
| R | 1044 | 5.3% |
| n | 427 | 2.2% |
| Other values (7) | 1558 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 19781 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3069 | |
| r | 2792 | |
| l | 2792 | |
| a | 2515 | |
| T | 1471 | |
| v | 1471 | |
| y | 1321 | |
| _ | 1321 | |
| R | 1044 | 5.3% |
| n | 427 | 2.2% |
| Other values (7) | 1558 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 19781 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3069 | |
| r | 2792 | |
| l | 2792 | |
| a | 2515 | |
| T | 1471 | |
| v | 1471 | |
| y | 1321 | |
| _ | 1321 | |
| R | 1044 | 5.3% |
| n | 427 | 2.2% |
| Other values (7) | 1558 |
DailyRate
Real number (ℝ)
| Distinct | 886 |
|---|---|
| Distinct (%) | 60.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 802.72672 |
| Minimum | 102 |
|---|---|
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 165.5 |
| Q1 | 465 |
| median | 802 |
| Q3 | 1157 |
| 95-th percentile | 1424 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range (IQR) | 692 |
Descriptive statistics
| Standard deviation | 403.47772 |
|---|---|
| Coefficient of variation (CV) | 0.50263398 |
| Kurtosis | -1.2040728 |
| Mean | 802.72672 |
| Median Absolute Deviation (MAD) | 344 |
| Skewness | -0.0048492901 |
| Sum | 1180811 |
| Variance | 162794.27 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 691 | 6 | 0.4% |
| 408 | 5 | 0.3% |
| 530 | 5 | 0.3% |
| 1329 | 5 | 0.3% |
| 1082 | 5 | 0.3% |
| 329 | 5 | 0.3% |
| 1157 | 5 | 0.3% |
| 829 | 4 | 0.3% |
| 1469 | 4 | 0.3% |
| 267 | 4 | 0.3% |
| Other values (876) | 1423 |
| Value | Count | Frequency (%) |
| 102 | 1 | 0.1% |
| 103 | 1 | 0.1% |
| 104 | 1 | 0.1% |
| 105 | 1 | 0.1% |
| 106 | 1 | 0.1% |
| 107 | 1 | 0.1% |
| 109 | 1 | 0.1% |
| 111 | 3 | |
| 115 | 1 | 0.1% |
| 116 | 2 |
| Value | Count | Frequency (%) |
| 1499 | 1 | 0.1% |
| 1498 | 1 | 0.1% |
| 1496 | 2 | |
| 1495 | 3 | |
| 1492 | 1 | 0.1% |
| 1490 | 4 | |
| 1488 | 1 | 0.1% |
| 1485 | 3 | |
| 1482 | 1 | 0.1% |
| 1480 | 2 |
Department
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 11.6 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 63 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.542177 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales |
|---|---|
| 2nd row | Research & Development |
| 3rd row | Research & Development |
| 4th row | Research & Development |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 961 | |
| Sales | 446 | |
| Human Resources | 63 | 4.3% |
| (Missing) | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 961 | |
| 961 | ||
| development | 961 | |
| sales | 446 | |
| human | 63 | 1.8% |
| resources | 63 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5377 | |
| 1985 | 8.2% | |
| s | 1533 | 6.3% |
| a | 1470 | 6.0% |
| l | 1407 | 5.8% |
| R | 1024 | 4.2% |
| r | 1024 | 4.2% |
| c | 1024 | 4.2% |
| n | 1024 | 4.2% |
| m | 1024 | 4.2% |
| Other values (10) | 7425 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24317 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5377 | |
| 1985 | 8.2% | |
| s | 1533 | 6.3% |
| a | 1470 | 6.0% |
| l | 1407 | 5.8% |
| R | 1024 | 4.2% |
| r | 1024 | 4.2% |
| c | 1024 | 4.2% |
| n | 1024 | 4.2% |
| m | 1024 | 4.2% |
| Other values (10) | 7425 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24317 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5377 | |
| 1985 | 8.2% | |
| s | 1533 | 6.3% |
| a | 1470 | 6.0% |
| l | 1407 | 5.8% |
| R | 1024 | 4.2% |
| r | 1024 | 4.2% |
| c | 1024 | 4.2% |
| n | 1024 | 4.2% |
| m | 1024 | 4.2% |
| Other values (10) | 7425 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24317 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5377 | |
| 1985 | 8.2% | |
| s | 1533 | 6.3% |
| a | 1470 | 6.0% |
| l | 1407 | 5.8% |
| R | 1024 | 4.2% |
| r | 1024 | 4.2% |
| c | 1024 | 4.2% |
| n | 1024 | 4.2% |
| m | 1024 | 4.2% |
| Other values (10) | 7425 |
DistanceFromHome
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.177551 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.0998138 |
|---|---|
| Coefficient of variation (CV) | 0.8825681 |
| Kurtosis | -0.21524079 |
| Mean | 9.177551 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.96153081 |
| Sum | 13491 |
| Variance | 65.606984 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 2 | 212 | |
| 1 | 208 | |
| 10 | 86 | 5.8% |
| 9 | 85 | 5.8% |
| 3 | 84 | 5.7% |
| 7 | 84 | 5.7% |
| 8 | 80 | 5.4% |
| 5 | 65 | 4.4% |
| 4 | 64 | 4.4% |
| 6 | 59 | 4.0% |
| Other values (19) | 443 |
| Value | Count | Frequency (%) |
| 1 | 208 | |
| 2 | 212 | |
| 3 | 84 | 5.7% |
| 4 | 64 | 4.4% |
| 5 | 65 | 4.4% |
| 6 | 59 | 4.0% |
| 7 | 84 | 5.7% |
| 8 | 80 | 5.4% |
| 9 | 85 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 29 | 27 | |
| 28 | 23 | |
| 27 | 12 | |
| 26 | 25 | |
| 25 | 25 | |
| 24 | 27 | |
| 23 | 27 | |
| 22 | 19 | |
| 21 | 18 | |
| 20 | 25 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 | |
| 5 | 48 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 4 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 399 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 399 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 399 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 399 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 399 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 572 | |
| 4 | 399 | |
| 2 | 282 | |
| 1 | 170 | 11.6% |
| 5 | 48 | 3.3% |
EducationField
Categorical
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 11.6 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 10.529252 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Life Sciences |
|---|---|
| 2nd row | Life Sciences |
| 3rd row | Other |
| 4th row | Life Sciences |
| 5th row | Medical |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 605 | |
| Medical | 465 | |
| Marketing | 159 | 10.8% |
| Technical Degree | 132 | 9.0% |
| Other | 82 | 5.6% |
| Human Resources | 27 | 1.8% |
| (Missing) | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| life | 605 | |
| sciences | 605 | |
| medical | 465 | |
| marketing | 159 | 7.1% |
| technical | 132 | 5.9% |
| degree | 132 | 5.9% |
| other | 82 | 3.7% |
| human | 27 | 1.2% |
| resources | 27 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3103 | |
| i | 1966 | |
| c | 1966 | |
| n | 923 | 6.0% |
| a | 783 | 5.1% |
| 764 | 4.9% | |
| s | 659 | 4.3% |
| M | 624 | 4.0% |
| L | 605 | 3.9% |
| f | 605 | 3.9% |
| Other values (16) | 3480 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15478 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3103 | |
| i | 1966 | |
| c | 1966 | |
| n | 923 | 6.0% |
| a | 783 | 5.1% |
| 764 | 4.9% | |
| s | 659 | 4.3% |
| M | 624 | 4.0% |
| L | 605 | 3.9% |
| f | 605 | 3.9% |
| Other values (16) | 3480 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15478 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3103 | |
| i | 1966 | |
| c | 1966 | |
| n | 923 | 6.0% |
| a | 783 | 5.1% |
| 764 | 4.9% | |
| s | 659 | 4.3% |
| M | 624 | 4.0% |
| L | 605 | 3.9% |
| f | 605 | 3.9% |
| Other values (16) | 3480 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15478 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3103 | |
| i | 1966 | |
| c | 1966 | |
| n | 923 | 6.0% |
| a | 783 | 5.1% |
| 764 | 4.9% | |
| s | 659 | 4.3% |
| M | 624 | 4.0% |
| L | 605 | 3.9% |
| f | 605 | 3.9% |
| Other values (16) | 3480 |
EmployeeCount
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1471 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1471 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1471 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1471 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1471 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1471 |
EmployeeNumber
Real number (ℝ)
| Distinct | 1470 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1024.4677 |
| Minimum | 1 |
|---|---|
| Maximum | 2068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 96.5 |
| Q1 | 489.5 |
| median | 1019 |
| Q3 | 1555.5 |
| 95-th percentile | 1967.5 |
| Maximum | 2068 |
| Range | 2067 |
| Interquartile range (IQR) | 1066 |
Descriptive statistics
| Standard deviation | 602.0127 |
|---|---|
| Coefficient of variation (CV) | 0.58763462 |
| Kurtosis | -1.2236014 |
| Mean | 1024.4677 |
| Median Absolute Deviation (MAD) | 534 |
| Skewness | 0.017923095 |
| Sum | 1506992 |
| Variance | 362419.29 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 440 | 2 | 0.1% |
| 1374 | 1 | 0.1% |
| 1390 | 1 | 0.1% |
| 1389 | 1 | 0.1% |
| 1387 | 1 | 0.1% |
| 1383 | 1 | 0.1% |
| 1382 | 1 | 0.1% |
| 1380 | 1 | 0.1% |
| 1379 | 1 | 0.1% |
| 1377 | 1 | 0.1% |
| Other values (1460) | 1460 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 |
| Value | Count | Frequency (%) |
| 2068 | 1 | |
| 2065 | 1 | |
| 2064 | 1 | |
| 2062 | 1 | |
| 2061 | 1 | |
| 2060 | 1 | |
| 2057 | 1 | |
| 2056 | 1 | |
| 2055 | 1 | |
| 2054 | 1 |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 285 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 285 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 285 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 285 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 285 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 453 | |
| 4 | 446 | |
| 2 | 287 | |
| 1 | 285 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.7994562 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 883 | |
| Female | 588 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 883 | |
| female | 588 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2059 | |
| a | 1471 | |
| l | 1471 | |
| M | 883 | |
| F | 588 | 8.3% |
| m | 588 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7060 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2059 | |
| a | 1471 | |
| l | 1471 | |
| M | 883 | |
| F | 588 | 8.3% |
| m | 588 | 8.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7060 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2059 | |
| a | 1471 | |
| l | 1471 | |
| M | 883 | |
| F | 588 | 8.3% |
| m | 588 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7060 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2059 | |
| a | 1471 | |
| l | 1471 | |
| M | 883 | |
| F | 588 | 8.3% |
| m | 588 | 8.3% |
HourlyRate
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.903467 |
| Minimum | 30 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 48 |
| median | 66 |
| Q3 | 84 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 20.327996 |
|---|---|
| Coefficient of variation (CV) | 0.30845108 |
| Kurtosis | -1.1966112 |
| Mean | 65.903467 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.033633457 |
| Sum | 96944 |
| Variance | 413.22741 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 66 | 29 | 2.0% |
| 84 | 29 | 2.0% |
| 98 | 28 | 1.9% |
| 42 | 28 | 1.9% |
| 48 | 28 | 1.9% |
| 57 | 27 | 1.8% |
| 79 | 27 | 1.8% |
| 96 | 27 | 1.8% |
| 54 | 26 | 1.8% |
| 52 | 26 | 1.8% |
| Other values (61) | 1196 |
| Value | Count | Frequency (%) |
| 30 | 19 | |
| 31 | 15 | |
| 32 | 24 | |
| 33 | 19 | |
| 34 | 12 | |
| 35 | 18 | |
| 36 | 18 | |
| 37 | 18 | |
| 38 | 13 | |
| 39 | 17 |
| Value | Count | Frequency (%) |
| 100 | 19 | |
| 99 | 20 | |
| 98 | 28 | |
| 97 | 21 | |
| 96 | 27 | |
| 95 | 23 | |
| 94 | 22 | |
| 93 | 16 | |
| 92 | 25 | |
| 91 | 18 |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 84 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 84 | 5.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 84 | 5.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 84 | 5.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 84 | 5.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 84 | 5.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 868 | |
| 2 | 375 | |
| 4 | 144 | 9.8% |
| 1 | 84 | 5.7% |
JobLevel
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 544 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 544 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 544 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 544 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 544 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 544 | |
| 2 | 534 | |
| 3 | 218 | |
| 4 | 106 | 7.2% |
| 5 | 69 | 4.7% |
JobRole
Categorical
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 18.0707 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales Executive |
|---|---|
| 2nd row | Research Scientist |
| 3rd row | Laboratory Technician |
| 4th row | Research Scientist |
| 5th row | Laboratory Technician |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 326 | |
| Research Scientist | 293 | |
| Laboratory Technician | 259 | |
| Manufacturing Director | 145 | |
| Healthcare Representative | 131 | |
| Manager | 102 | 6.9% |
| Sales Representative | 83 | 5.6% |
| Research Director | 80 | 5.4% |
| Human Resources | 52 | 3.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sales | 409 | |
| research | 373 | |
| executive | 326 | |
| scientist | 293 | |
| laboratory | 259 | |
| technician | 259 | |
| director | 225 | |
| representative | 214 | |
| manufacturing | 145 | 5.1% |
| healthcare | 131 | 4.6% |
| Other values (3) | 206 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3908 | |
| a | 2581 | 9.7% |
| t | 2100 | 7.9% |
| c | 2063 | 7.8% |
| i | 2014 | 7.6% |
| r | 1985 | 7.5% |
| n | 1469 | 5.5% |
| s | 1393 | 5.2% |
| 1369 | 5.2% | |
| o | 795 | 3.0% |
| Other values (19) | 6905 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 26582 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3908 | |
| a | 2581 | 9.7% |
| t | 2100 | 7.9% |
| c | 2063 | 7.8% |
| i | 2014 | 7.6% |
| r | 1985 | 7.5% |
| n | 1469 | 5.5% |
| s | 1393 | 5.2% |
| 1369 | 5.2% | |
| o | 795 | 3.0% |
| Other values (19) | 6905 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 26582 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3908 | |
| a | 2581 | 9.7% |
| t | 2100 | 7.9% |
| c | 2063 | 7.8% |
| i | 2014 | 7.6% |
| r | 1985 | 7.5% |
| n | 1469 | 5.5% |
| s | 1393 | 5.2% |
| 1369 | 5.2% | |
| o | 795 | 3.0% |
| Other values (19) | 6905 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 26582 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3908 | |
| a | 2581 | 9.7% |
| t | 2100 | 7.9% |
| c | 2063 | 7.8% |
| i | 2014 | 7.6% |
| r | 1985 | 7.5% |
| n | 1469 | 5.5% |
| s | 1393 | 5.2% |
| 1369 | 5.2% | |
| o | 795 | 3.0% |
| Other values (19) | 6905 |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 4 | |
|---|---|
| 3 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 460 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 460 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 460 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 4 | 460 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 4 | 460 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 4 | 460 | |
| 3 | 442 | |
| 1 | 289 | |
| 2 | 280 |
MaritalStatus
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.9027872 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Married |
| 3rd row | Single |
| 4th row | Married |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 674 | |
| Single | 470 | |
| Divorced | 327 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 674 | |
| single | 470 | |
| divorced | 327 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1675 | |
| i | 1471 | |
| e | 1471 | |
| d | 1001 | |
| M | 674 | |
| a | 674 | |
| S | 470 | 4.6% |
| n | 470 | 4.6% |
| g | 470 | 4.6% |
| l | 470 | 4.6% |
| Other values (4) | 1308 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10154 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1675 | |
| i | 1471 | |
| e | 1471 | |
| d | 1001 | |
| M | 674 | |
| a | 674 | |
| S | 470 | 4.6% |
| n | 470 | 4.6% |
| g | 470 | 4.6% |
| l | 470 | 4.6% |
| Other values (4) | 1308 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10154 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1675 | |
| i | 1471 | |
| e | 1471 | |
| d | 1001 | |
| M | 674 | |
| a | 674 | |
| S | 470 | 4.6% |
| n | 470 | 4.6% |
| g | 470 | 4.6% |
| l | 470 | 4.6% |
| Other values (4) | 1308 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10154 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1675 | |
| i | 1471 | |
| e | 1471 | |
| d | 1001 | |
| M | 674 | |
| a | 674 | |
| S | 470 | 4.6% |
| n | 470 | 4.6% |
| g | 470 | 4.6% |
| l | 470 | 4.6% |
| Other values (4) | 1308 |
MonthlyIncome
Real number (ℝ)
High correlation
| Distinct | 1349 |
|---|---|
| Distinct (%) | 91.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6500.8654 |
| Minimum | 1009 |
|---|---|
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2098 |
| Q1 | 2911 |
| median | 4908 |
| Q3 | 8378 |
| 95-th percentile | 17817.5 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5467 |
Descriptive statistics
| Standard deviation | 4707.0221 |
|---|---|
| Coefficient of variation (CV) | 0.72406085 |
| Kurtosis | 1.0082126 |
| Mean | 6500.8654 |
| Median Absolute Deviation (MAD) | 2188 |
| Skewness | 1.3708344 |
| Sum | 9562773 |
| Variance | 22156057 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2342 | 4 | 0.3% |
| 2404 | 3 | 0.2% |
| 6142 | 3 | 0.2% |
| 2559 | 3 | 0.2% |
| 2741 | 3 | 0.2% |
| 5562 | 3 | 0.2% |
| 2610 | 3 | 0.2% |
| 2380 | 3 | 0.2% |
| 2451 | 3 | 0.2% |
| 3452 | 3 | 0.2% |
| Other values (1339) | 1440 |
| Value | Count | Frequency (%) |
| 1009 | 1 | |
| 1051 | 1 | |
| 1052 | 1 | |
| 1081 | 1 | |
| 1091 | 1 | |
| 1102 | 1 | |
| 1118 | 1 | |
| 1129 | 1 | |
| 1200 | 1 | |
| 1223 | 1 |
| Value | Count | Frequency (%) |
| 19999 | 1 | |
| 19973 | 1 | |
| 19943 | 1 | |
| 19926 | 1 | |
| 19859 | 1 | |
| 19847 | 1 | |
| 19845 | 1 | |
| 19833 | 1 | |
| 19740 | 1 | |
| 19717 | 1 |
MonthlyRate
Real number (ℝ)
| Distinct | 1427 |
|---|---|
| Distinct (%) | 97.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14320.19 |
| Minimum | 2094 |
|---|---|
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3385.5 |
| Q1 | 8049 |
| median | 14242 |
| Q3 | 20464.5 |
| 95-th percentile | 25431 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12415.5 |
Descriptive statistics
| Standard deviation | 7120.5534 |
|---|---|
| Coefficient of variation (CV) | 0.49723876 |
| Kurtosis | -1.2158959 |
| Mean | 14320.19 |
| Median Absolute Deviation (MAD) | 6203 |
| Skewness | 0.017690985 |
| Sum | 21064999 |
| Variance | 50702280 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4223 | 3 | 0.2% |
| 9150 | 3 | 0.2% |
| 2755 | 2 | 0.1% |
| 13008 | 2 | 0.1% |
| 21534 | 2 | 0.1% |
| 20364 | 2 | 0.1% |
| 5355 | 2 | 0.1% |
| 22074 | 2 | 0.1% |
| 21981 | 2 | 0.1% |
| 10494 | 2 | 0.1% |
| Other values (1417) | 1449 |
| Value | Count | Frequency (%) |
| 2094 | 1 | |
| 2097 | 1 | |
| 2104 | 1 | |
| 2112 | 1 | |
| 2122 | 1 | |
| 2125 | 2 | |
| 2137 | 1 | |
| 2227 | 1 | |
| 2243 | 1 | |
| 2253 | 1 |
| Value | Count | Frequency (%) |
| 26999 | 1 | |
| 26997 | 1 | |
| 26968 | 1 | |
| 26959 | 1 | |
| 26956 | 1 | |
| 26933 | 1 | |
| 26914 | 1 | |
| 26897 | 1 | |
| 26894 | 1 | |
| 26862 | 1 |
NumCompaniesWorked
Real number (ℝ)
Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6947655 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 197 |
| Zeros (%) | 13.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4978834 |
|---|---|
| Coefficient of variation (CV) | 0.92693908 |
| Kurtosis | 0.0066784475 |
| Mean | 2.6947655 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0245772 |
| Sum | 3964 |
| Variance | 6.2394216 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 521 | |
| 0 | 197 | 13.4% |
| 3 | 159 | 10.8% |
| 2 | 146 | 9.9% |
| 4 | 139 | 9.4% |
| 7 | 74 | 5.0% |
| 6 | 70 | 4.8% |
| 5 | 64 | 4.4% |
| 9 | 52 | 3.5% |
| 8 | 49 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 197 | 13.4% |
| 1 | 521 | |
| 2 | 146 | 9.9% |
| 3 | 159 | 10.8% |
| 4 | 139 | 9.4% |
| 5 | 64 | 4.4% |
| 6 | 70 | 4.8% |
| 7 | 74 | 5.0% |
| 8 | 49 | 3.3% |
| 9 | 52 | 3.5% |
| Value | Count | Frequency (%) |
| 9 | 52 | 3.5% |
| 8 | 49 | 3.3% |
| 7 | 74 | 5.0% |
| 6 | 70 | 4.8% |
| 5 | 64 | 4.4% |
| 4 | 139 | 9.4% |
| 3 | 159 | 10.8% |
| 2 | 146 | 9.9% |
| 1 | 521 | |
| 0 | 197 | 13.4% |
| Value | Count | Frequency (%) |
| True | 1471 |
| Value | Count | Frequency (%) |
| False | 1054 | |
| True | 417 | 28.3% |
PercentSalaryHike
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.208022 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6591462 |
|---|---|
| Coefficient of variation (CV) | 0.24060632 |
| Kurtosis | -0.29865832 |
| Mean | 15.208022 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.82218445 |
| Sum | 22371 |
| Variance | 13.389351 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 11 | 210 | |
| 13 | 210 | |
| 14 | 201 | |
| 12 | 198 | |
| 15 | 101 | |
| 18 | 89 | |
| 17 | 82 | 5.6% |
| 16 | 78 | 5.3% |
| 19 | 76 | 5.2% |
| 22 | 56 | 3.8% |
| Other values (5) | 170 |
| Value | Count | Frequency (%) |
| 11 | 210 | |
| 12 | 198 | |
| 13 | 210 | |
| 14 | 201 | |
| 15 | 101 | |
| 16 | 78 | 5.3% |
| 17 | 82 | 5.6% |
| 18 | 89 | |
| 19 | 76 | 5.2% |
| 20 | 55 | 3.7% |
| Value | Count | Frequency (%) |
| 25 | 18 | 1.2% |
| 24 | 21 | 1.4% |
| 23 | 28 | 1.9% |
| 22 | 56 | |
| 21 | 48 | |
| 20 | 55 | |
| 19 | 76 | |
| 18 | 89 | |
| 17 | 82 | |
| 16 | 78 |
PerformanceRating
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1245 | |
| 4 | 226 | 15.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 1245 | |
| 4 | 226 | 15.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 1245 | |
| 4 | 226 | 15.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1245 | |
| 4 | 226 | 15.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1245 | |
| 4 | 226 | 15.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 1245 | |
| 4 | 226 | 15.4% |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 4 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 433 | |
| 2 | 303 | |
| 1 | 276 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 433 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 433 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 433 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 433 | |
| 2 | 303 | |
| 1 | 276 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 459 | |
| 4 | 433 | |
| 2 | 303 | |
| 1 | 276 |
StandardHours
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 80 |
|---|
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 80 |
|---|---|
| 2nd row | 80 |
| 3rd row | 80 |
| 4th row | 80 |
| 5th row | 80 |
Common Values
| Value | Count | Frequency (%) |
| 80 | 1471 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 80 | 1471 |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 1471 | |
| 0 | 1471 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2942 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 8 | 1471 | |
| 0 | 1471 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2942 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 8 | 1471 | |
| 0 | 1471 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2942 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 8 | 1471 | |
| 0 | 1471 |
StockOptionLevel
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 632 | |
| 1 | 596 | |
| 2 | 158 | 10.7% |
| 3 | 85 | 5.8% |
TotalWorkingYears
Real number (ℝ)
High correlation
| Distinct | 40 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.275323 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 11 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.7798577 |
|---|---|
| Coefficient of variation (CV) | 0.6899898 |
| Kurtosis | 0.92020533 |
| Mean | 11.275323 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.1180988 |
| Sum | 16586 |
| Variance | 60.526187 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 10 | 202 | 13.7% |
| 6 | 125 | 8.5% |
| 8 | 103 | 7.0% |
| 9 | 96 | 6.5% |
| 5 | 89 | 6.1% |
| 7 | 81 | 5.5% |
| 1 | 81 | 5.5% |
| 4 | 63 | 4.3% |
| 12 | 48 | 3.3% |
| 3 | 42 | 2.9% |
| Other values (30) | 541 |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.7% |
| 1 | 81 | |
| 2 | 31 | 2.1% |
| 3 | 42 | 2.9% |
| 4 | 63 | |
| 5 | 89 | |
| 6 | 125 | |
| 7 | 81 | |
| 8 | 103 | |
| 9 | 96 |
| Value | Count | Frequency (%) |
| 40 | 2 | 0.1% |
| 38 | 1 | 0.1% |
| 37 | 4 | |
| 36 | 6 | |
| 35 | 3 | 0.2% |
| 34 | 5 | |
| 33 | 7 | |
| 32 | 9 | |
| 31 | 9 | |
| 30 | 7 |
TrainingTimesLastYear
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.800136 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 54 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2892122 |
|---|---|
| Coefficient of variation (CV) | 0.46041056 |
| Kurtosis | 0.49235138 |
| Mean | 2.800136 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.55147089 |
| Sum | 4119 |
| Variance | 1.662068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 547 | |
| 3 | 491 | |
| 4 | 124 | 8.4% |
| 5 | 119 | 8.1% |
| 1 | 71 | 4.8% |
| 6 | 65 | 4.4% |
| 0 | 54 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 54 | 3.7% |
| 1 | 71 | 4.8% |
| 2 | 547 | |
| 3 | 491 | |
| 4 | 124 | 8.4% |
| 5 | 119 | 8.1% |
| 6 | 65 | 4.4% |
| Value | Count | Frequency (%) |
| 6 | 65 | 4.4% |
| 5 | 119 | 8.1% |
| 4 | 124 | 8.4% |
| 3 | 491 | |
| 2 | 547 | |
| 1 | 71 | 4.8% |
| 0 | 54 | 3.7% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.6 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 80 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 345 | 23.5% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 345 | 23.5% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 345 | 23.5% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 345 | 23.5% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 345 | 23.5% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1471 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 893 | |
| 2 | 345 | 23.5% |
| 4 | 153 | 10.4% |
| 1 | 80 | 5.4% |
YearsAtCompany
Real number (ℝ)
High correlation Zeros
| Distinct | 37 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0054385 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 44 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.1253325 |
|---|---|
| Coefficient of variation (CV) | 0.87436818 |
| Kurtosis | 3.9394498 |
| Mean | 7.0054385 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.7655031 |
| Sum | 10305 |
| Variance | 37.519698 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 5 | 196 | |
| 1 | 171 | |
| 3 | 129 | |
| 2 | 127 | |
| 10 | 120 | |
| 4 | 110 | 7.5% |
| 7 | 90 | 6.1% |
| 9 | 82 | 5.6% |
| 8 | 80 | 5.4% |
| 6 | 76 | 5.2% |
| Other values (27) | 290 |
| Value | Count | Frequency (%) |
| 0 | 44 | 3.0% |
| 1 | 171 | |
| 2 | 127 | |
| 3 | 129 | |
| 4 | 110 | |
| 5 | 196 | |
| 6 | 76 | 5.2% |
| 7 | 90 | |
| 8 | 80 | |
| 9 | 82 |
| Value | Count | Frequency (%) |
| 40 | 1 | 0.1% |
| 37 | 1 | 0.1% |
| 36 | 2 | 0.1% |
| 34 | 1 | 0.1% |
| 33 | 5 | |
| 32 | 3 | |
| 31 | 3 | |
| 30 | 1 | 0.1% |
| 29 | 2 | 0.1% |
| 27 | 2 | 0.1% |
YearsInCurrentRole
Real number (ℝ)
High correlation Zeros
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2277362 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 244 |
| Zeros (%) | 16.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.6223708 |
|---|---|
| Coefficient of variation (CV) | 0.85681098 |
| Kurtosis | 0.47962991 |
| Mean | 4.2277362 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.91841814 |
| Sum | 6219 |
| Variance | 13.12157 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 2 | 373 | |
| 0 | 244 | |
| 7 | 222 | |
| 3 | 135 | 9.2% |
| 4 | 104 | 7.1% |
| 8 | 89 | 6.1% |
| 9 | 67 | 4.6% |
| 1 | 57 | 3.9% |
| 6 | 37 | 2.5% |
| 5 | 36 | 2.4% |
| Other values (9) | 107 | 7.3% |
| Value | Count | Frequency (%) |
| 0 | 244 | |
| 1 | 57 | 3.9% |
| 2 | 373 | |
| 3 | 135 | 9.2% |
| 4 | 104 | 7.1% |
| 5 | 36 | 2.4% |
| 6 | 37 | 2.5% |
| 7 | 222 | |
| 8 | 89 | 6.1% |
| 9 | 67 | 4.6% |
| Value | Count | Frequency (%) |
| 18 | 2 | 0.1% |
| 17 | 4 | 0.3% |
| 16 | 7 | 0.5% |
| 15 | 8 | 0.5% |
| 14 | 11 | 0.7% |
| 13 | 14 | 1.0% |
| 12 | 10 | 0.7% |
| 11 | 22 | 1.5% |
| 10 | 29 | |
| 9 | 67 |
YearsSinceLastPromotion
Real number (ℝ)
High correlation Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1876275 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 581 |
| Zeros (%) | 39.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.2213377 |
|---|---|
| Coefficient of variation (CV) | 1.4725257 |
| Kurtosis | 3.6174494 |
| Mean | 2.1876275 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9850754 |
| Sum | 3218 |
| Variance | 10.377017 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 581 | |
| 1 | 357 | |
| 2 | 160 | 10.9% |
| 7 | 76 | 5.2% |
| 4 | 61 | 4.1% |
| 3 | 52 | 3.5% |
| 5 | 45 | 3.1% |
| 6 | 32 | 2.2% |
| 11 | 24 | 1.6% |
| 8 | 18 | 1.2% |
| Other values (6) | 65 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 581 | |
| 1 | 357 | |
| 2 | 160 | 10.9% |
| 3 | 52 | 3.5% |
| 4 | 61 | 4.1% |
| 5 | 45 | 3.1% |
| 6 | 32 | 2.2% |
| 7 | 76 | 5.2% |
| 8 | 18 | 1.2% |
| 9 | 17 | 1.2% |
| Value | Count | Frequency (%) |
| 15 | 13 | 0.9% |
| 14 | 9 | 0.6% |
| 13 | 10 | 0.7% |
| 12 | 10 | 0.7% |
| 11 | 24 | 1.6% |
| 10 | 6 | 0.4% |
| 9 | 17 | 1.2% |
| 8 | 18 | 1.2% |
| 7 | 76 | |
| 6 | 32 |
YearsWithCurrManager
Real number (ℝ)
High correlation Zeros
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1216859 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 263 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5673518 |
|---|---|
| Coefficient of variation (CV) | 0.86550791 |
| Kurtosis | 0.17312423 |
| Mean | 4.1216859 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.83450456 |
| Sum | 6063 |
| Variance | 12.725999 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 2 | 345 | |
| 0 | 263 | |
| 7 | 216 | |
| 3 | 142 | |
| 8 | 107 | 7.3% |
| 4 | 98 | 6.7% |
| 1 | 76 | 5.2% |
| 9 | 64 | 4.4% |
| 5 | 31 | 2.1% |
| 6 | 29 | 2.0% |
| Other values (8) | 100 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 263 | |
| 1 | 76 | 5.2% |
| 2 | 345 | |
| 3 | 142 | |
| 4 | 98 | 6.7% |
| 5 | 31 | 2.1% |
| 6 | 29 | 2.0% |
| 7 | 216 | |
| 8 | 107 | 7.3% |
| 9 | 64 | 4.4% |
| Value | Count | Frequency (%) |
| 17 | 7 | 0.5% |
| 16 | 2 | 0.1% |
| 15 | 5 | 0.3% |
| 14 | 5 | 0.3% |
| 13 | 14 | 1.0% |
| 12 | 18 | 1.2% |
| 11 | 22 | 1.5% |
| 10 | 27 | 1.8% |
| 9 | 64 | |
| 8 | 107 |
Interactions
Correlations
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.215 | 0.041 | 0.009 | 0.000 | -0.017 | 0.153 | 0.000 | -0.001 | 0.000 | 0.000 | 0.028 | 0.030 | 0.296 | 0.176 | 0.000 | 0.140 | 0.474 | 0.016 | 0.351 | 0.000 | 0.006 | 0.000 | 0.034 | 0.093 | 0.657 | -0.001 | 0.036 | 0.252 | 0.199 | 0.175 | 0.195 |
| Attrition | 0.215 | 1.000 | 0.123 | 0.062 | 0.073 | 0.062 | 0.000 | 0.086 | 0.000 | 0.119 | 0.016 | 0.044 | 0.138 | 0.219 | 0.231 | 0.099 | 0.171 | 0.217 | 0.022 | 0.112 | 0.243 | 0.000 | 0.000 | 0.032 | 0.198 | 0.208 | 0.076 | 0.089 | 0.176 | 0.170 | 0.028 | 0.180 |
| BusinessTravel | 0.041 | 0.123 | 1.000 | 0.029 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.035 | 0.025 | 0.000 | 0.000 | 0.024 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.064 |
| DailyRate | 0.009 | 0.062 | 0.029 | 1.000 | 0.000 | -0.002 | 0.018 | 0.039 | -0.052 | 0.000 | 0.029 | 0.024 | 0.017 | 0.000 | 0.000 | 0.000 | 0.085 | 0.016 | -0.031 | 0.037 | 0.000 | 0.025 | 0.000 | 0.000 | 0.040 | 0.020 | -0.011 | 0.011 | -0.010 | 0.007 | -0.037 | -0.005 |
| Department | 0.000 | 0.073 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.588 | 0.034 | 0.018 | 0.026 | 0.000 | 0.000 | 0.213 | 0.937 | 0.029 | 0.030 | 0.188 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.023 | 0.006 | 0.047 | 0.000 | 0.000 | 0.000 | 0.000 |
| DistanceFromHome | -0.017 | 0.062 | 0.026 | -0.002 | 0.000 | 1.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.031 | 0.021 | 0.026 | 0.055 | 0.000 | 0.000 | 0.000 | 0.005 | 0.039 | -0.011 | 0.062 | 0.030 | 0.059 | 0.026 | 0.013 | -0.001 | -0.027 | 0.000 | 0.011 | 0.015 | -0.004 | 0.005 |
| Education | 0.153 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 1.000 | 0.055 | 0.045 | 0.021 | 0.000 | 0.000 | 0.000 | 0.087 | 0.051 | 0.016 | 0.000 | 0.094 | 0.038 | 0.100 | 0.007 | 0.020 | 0.000 | 0.016 | 0.027 | 0.095 | 0.028 | 0.000 | 0.070 | 0.030 | 0.000 | 0.000 |
| EducationField | 0.000 | 0.086 | 0.000 | 0.039 | 0.588 | 0.000 | 0.055 | 1.000 | 0.000 | 0.031 | 0.000 | 0.030 | 0.000 | 0.092 | 0.336 | 0.016 | 0.000 | 0.073 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.040 | 0.032 | 0.030 | 0.043 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 |
| EmployeeNumber | -0.001 | 0.000 | 0.000 | -0.052 | 0.034 | 0.041 | 0.045 | 0.000 | 1.000 | 0.000 | 0.049 | 0.034 | 0.035 | 0.035 | 0.000 | 0.000 | 0.000 | 0.002 | 0.011 | 0.006 | 0.017 | -0.008 | 0.030 | 0.055 | 0.068 | -0.003 | 0.026 | 0.000 | 0.014 | -0.001 | 0.007 | -0.005 |
| EnvironmentSatisfaction | 0.000 | 0.119 | 0.000 | 0.000 | 0.018 | 0.000 | 0.021 | 0.031 | 0.000 | 1.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 | 0.038 | 0.000 | 0.000 |
| Gender | 0.000 | 0.016 | 0.037 | 0.029 | 0.026 | 0.031 | 0.000 | 0.000 | 0.049 | 0.000 | 1.000 | 0.000 | 0.000 | 0.049 | 0.074 | 0.000 | 0.032 | 0.046 | 0.000 | 0.000 | 0.030 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.079 | 0.000 | 0.000 |
| HourlyRate | 0.028 | 0.044 | 0.000 | 0.024 | 0.000 | 0.021 | 0.000 | 0.030 | 0.034 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.023 | 0.007 | 0.000 | -0.020 | -0.014 | 0.020 | 0.066 | -0.010 | 0.000 | 0.000 | 0.053 | -0.013 | 0.001 | 0.000 | -0.029 | -0.034 | -0.052 | -0.014 |
| JobInvolvement | 0.030 | 0.138 | 0.013 | 0.017 | 0.000 | 0.026 | 0.000 | 0.000 | 0.035 | 0.034 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.044 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.000 | 0.021 | 0.000 | 0.021 | 0.000 | 0.054 | 0.000 | 0.000 | 0.043 |
| JobLevel | 0.296 | 0.219 | 0.000 | 0.000 | 0.213 | 0.055 | 0.087 | 0.092 | 0.035 | 0.000 | 0.049 | 0.000 | 0.000 | 1.000 | 0.569 | 0.000 | 0.045 | 0.864 | 0.015 | 0.113 | 0.000 | 0.000 | 0.000 | 0.000 | 0.070 | 0.539 | 0.017 | 0.000 | 0.353 | 0.241 | 0.206 | 0.232 |
| JobRole | 0.176 | 0.231 | 0.000 | 0.000 | 0.937 | 0.000 | 0.051 | 0.336 | 0.000 | 0.000 | 0.074 | 0.023 | 0.000 | 0.569 | 1.000 | 0.000 | 0.060 | 0.423 | 0.000 | 0.079 | 0.000 | 0.000 | 0.000 | 0.030 | 0.039 | 0.293 | 0.000 | 0.031 | 0.188 | 0.132 | 0.111 | 0.119 |
| JobSatisfaction | 0.000 | 0.099 | 0.000 | 0.000 | 0.029 | 0.000 | 0.016 | 0.016 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.024 | 0.000 | 0.026 | 0.000 | 0.000 | 0.024 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| MaritalStatus | 0.140 | 0.171 | 0.035 | 0.085 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.032 | 0.000 | 0.022 | 0.045 | 0.060 | 0.000 | 1.000 | 0.061 | 0.000 | 0.037 | 0.000 | 0.000 | 0.000 | 0.025 | 0.581 | 0.069 | 0.000 | 0.000 | 0.000 | 0.040 | 0.036 | 0.000 |
| MonthlyIncome | 0.474 | 0.217 | 0.025 | 0.016 | 0.188 | 0.005 | 0.094 | 0.073 | 0.002 | 0.000 | 0.046 | -0.020 | 0.044 | 0.864 | 0.423 | 0.000 | 0.061 | 1.000 | 0.054 | 0.190 | 0.000 | -0.034 | 0.000 | 0.043 | 0.056 | 0.710 | -0.035 | 0.000 | 0.464 | 0.395 | 0.264 | 0.366 |
| MonthlyRate | 0.016 | 0.022 | 0.000 | -0.031 | 0.000 | 0.039 | 0.038 | 0.000 | 0.011 | 0.000 | 0.000 | -0.014 | 0.000 | 0.015 | 0.000 | 0.046 | 0.000 | 0.054 | 1.000 | 0.021 | 0.000 | -0.006 | 0.012 | 0.056 | 0.000 | 0.012 | -0.009 | 0.034 | -0.031 | -0.007 | -0.016 | -0.036 |
| NumCompaniesWorked | 0.351 | 0.112 | 0.000 | 0.037 | 0.032 | -0.011 | 0.100 | 0.061 | 0.006 | 0.000 | 0.000 | 0.020 | 0.000 | 0.113 | 0.079 | 0.000 | 0.037 | 0.190 | 0.021 | 1.000 | 0.000 | -0.000 | 0.000 | 0.000 | 0.000 | 0.314 | -0.046 | 0.051 | -0.172 | -0.128 | -0.066 | -0.144 |
| OverTime | 0.000 | 0.243 | 0.024 | 0.000 | 0.000 | 0.062 | 0.007 | 0.000 | 0.017 | 0.057 | 0.030 | 0.066 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.101 | 0.000 | 0.020 | 0.042 | 0.014 | 0.000 |
| PercentSalaryHike | 0.006 | 0.000 | 0.030 | 0.025 | 0.000 | 0.030 | 0.020 | 0.000 | -0.008 | 0.000 | 0.050 | -0.010 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | -0.034 | -0.006 | -0.000 | 0.000 | 1.000 | 0.997 | 0.027 | 0.000 | -0.025 | -0.005 | 0.000 | -0.054 | -0.025 | -0.056 | -0.026 |
| PerformanceRating | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.997 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.030 |
| RelationshipSatisfaction | 0.034 | 0.032 | 0.000 | 0.000 | 0.018 | 0.026 | 0.016 | 0.040 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.025 | 0.043 | 0.056 | 0.000 | 0.028 | 0.027 | 0.000 | 1.000 | 0.030 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.000 |
| StockOptionLevel | 0.093 | 0.198 | 0.000 | 0.040 | 0.000 | 0.013 | 0.027 | 0.032 | 0.068 | 0.000 | 0.000 | 0.053 | 0.021 | 0.070 | 0.039 | 0.000 | 0.581 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 1.000 | 0.064 | 0.000 | 0.018 | 0.014 | 0.023 | 0.056 | 0.030 |
| TotalWorkingYears | 0.657 | 0.208 | 0.000 | 0.020 | 0.023 | -0.001 | 0.095 | 0.030 | -0.003 | 0.000 | 0.000 | -0.013 | 0.000 | 0.539 | 0.293 | 0.024 | 0.069 | 0.710 | 0.012 | 0.314 | 0.000 | -0.025 | 0.000 | 0.032 | 0.064 | 1.000 | -0.015 | 0.000 | 0.594 | 0.493 | 0.334 | 0.495 |
| TrainingTimesLastYear | -0.001 | 0.076 | 0.000 | -0.011 | 0.006 | -0.027 | 0.028 | 0.043 | 0.026 | 0.000 | 0.000 | 0.001 | 0.021 | 0.017 | 0.000 | 0.023 | 0.000 | -0.035 | -0.009 | -0.046 | 0.101 | -0.005 | 0.000 | 0.000 | 0.000 | -0.015 | 1.000 | 0.000 | 0.001 | 0.004 | 0.011 | -0.012 |
| WorkLifeBalance | 0.036 | 0.089 | 0.000 | 0.011 | 0.047 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.034 | 0.051 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 1.000 | 0.019 | 0.025 | 0.000 | 0.031 |
| YearsAtCompany | 0.252 | 0.176 | 0.000 | -0.010 | 0.000 | 0.011 | 0.070 | 0.000 | 0.014 | 0.032 | 0.066 | -0.029 | 0.054 | 0.353 | 0.188 | 0.000 | 0.000 | 0.464 | -0.031 | -0.172 | 0.020 | -0.054 | 0.000 | 0.000 | 0.014 | 0.594 | 0.001 | 0.019 | 1.000 | 0.854 | 0.519 | 0.843 |
| YearsInCurrentRole | 0.199 | 0.170 | 0.000 | 0.007 | 0.000 | 0.015 | 0.030 | 0.000 | -0.001 | 0.038 | 0.079 | -0.034 | 0.000 | 0.241 | 0.132 | 0.000 | 0.040 | 0.395 | -0.007 | -0.128 | 0.042 | -0.025 | 0.031 | 0.000 | 0.023 | 0.493 | 0.004 | 0.025 | 0.854 | 1.000 | 0.505 | 0.725 |
| YearsSinceLastPromotion | 0.175 | 0.028 | 0.029 | -0.037 | 0.000 | -0.004 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | -0.052 | 0.000 | 0.206 | 0.111 | 0.000 | 0.036 | 0.264 | -0.016 | -0.066 | 0.014 | -0.056 | 0.000 | 0.050 | 0.056 | 0.334 | 0.011 | 0.000 | 0.519 | 0.505 | 1.000 | 0.466 |
| YearsWithCurrManager | 0.195 | 0.180 | 0.064 | -0.005 | 0.000 | 0.005 | 0.000 | 0.000 | -0.005 | 0.000 | 0.000 | -0.014 | 0.043 | 0.232 | 0.119 | 0.000 | 0.000 | 0.366 | -0.036 | -0.144 | 0.000 | -0.026 | 0.030 | 0.000 | 0.030 | 0.495 | -0.012 | 0.031 | 0.843 | 0.725 | 0.466 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 41.0 | NaN | Travel_Rarely | 1102 | Sales | 1.0 | 2 | Life Sciences | 1 | 1 | 2 | Female | 94 | 3 | 2 | Sales Executive | 4 | Single | 5993 | 19479 | 8 | Y | Yes | 11 | 3 | 1 | 80 | 0 | 8 | 0 | 1 | 6 | 4 | 0 | 5 |
| 1 | 49.0 | No | Travel_Frequently | 279 | Research & Development | 8.0 | 1 | Life Sciences | 1 | 2 | 3 | Male | 61 | 2 | 2 | Research Scientist | 2 | Married | 5130 | 24907 | 1 | Y | No | 23 | 4 | 4 | 80 | 1 | 10 | 3 | 3 | 10 | 7 | 1 | 7 |
| 2 | 37.0 | Yes | Travel_Rarely | 1373 | Research & Development | 2.0 | 2 | Other | 1 | 4 | 4 | Male | 92 | 2 | 1 | Laboratory Technician | 3 | Single | 2090 | 2396 | 6 | Y | Yes | 15 | 3 | 2 | 80 | 0 | 7 | 3 | 3 | 0 | 0 | 0 | 0 |
| 3 | 33.0 | No | Travel_Frequently | 1392 | Research & Development | 3.0 | 4 | Life Sciences | 1 | 5 | 4 | Female | 56 | 3 | 1 | Research Scientist | 3 | Married | 2909 | 23159 | 1 | Y | Yes | 11 | 3 | 3 | 80 | 0 | 8 | 3 | 3 | 8 | 7 | 3 | 0 |
| 4 | 27.0 | No | Travel_Rarely | 591 | Research & Development | 2.0 | 1 | Medical | 1 | 7 | 1 | Male | 40 | 3 | 1 | Laboratory Technician | 2 | Married | 3468 | 16632 | 9 | Y | No | 12 | 3 | 4 | 80 | 1 | 6 | 3 | 3 | 2 | 2 | 2 | 2 |
| 5 | 32.0 | No | Travel_Frequently | 1005 | Research & Development | 2.0 | 2 | Life Sciences | 1 | 8 | 4 | Male | 79 | 3 | 1 | Laboratory Technician | 4 | Single | 3068 | 11864 | 0 | Y | No | 13 | 3 | 3 | 80 | 0 | 8 | 2 | 2 | 7 | 7 | 3 | 6 |
| 6 | 59.0 | No | Travel_Rarely | 1324 | Research & Development | 3.0 | 3 | Medical | 1 | 10 | 3 | Female | 81 | 4 | 1 | Laboratory Technician | 1 | Married | 2670 | 9964 | 4 | Y | Yes | 20 | 4 | 1 | 80 | 3 | 12 | 3 | 2 | 1 | 0 | 0 | 0 |
| 7 | 30.0 | No | Travel_Rarely | 1358 | Research & Development | 24.0 | 1 | Life Sciences | 1 | 11 | 4 | Male | 67 | 3 | 1 | Laboratory Technician | 3 | Divorced | 2693 | 13335 | 1 | Y | No | 22 | 4 | 2 | 80 | 1 | 1 | 2 | 3 | 1 | 0 | 0 | 0 |
| 8 | 38.0 | No | Travel_Frequently | 216 | Research & Development | 23.0 | 3 | NaN | 1 | 12 | 4 | Male | 44 | 2 | 3 | Manufacturing Director | 3 | Single | 9526 | 8787 | 0 | Y | No | 21 | 4 | 2 | 80 | 0 | 10 | 2 | 3 | 9 | 7 | 1 | 8 |
| 9 | 36.0 | No | Travel_Rarely | 1299 | NaN | 27.0 | 3 | Medical | 1 | 13 | 3 | Male | 94 | 3 | 2 | Healthcare Representative | 3 | Married | 5237 | 16577 | 6 | Y | No | 13 | 3 | 2 | 80 | 2 | 17 | 3 | 2 | 7 | 7 | 7 | 7 |
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1461 | 29.0 | No | Travel_Rarely | 468 | Research & Development | 28.0 | 4 | Medical | 1 | 2054 | 4 | Female | 73 | 2 | 1 | Research Scientist | 1 | Single | 3785 | 8489 | 1 | Y | No | 14 | 3 | 2 | 80 | 0 | 5 | 3 | 1 | 5 | 4 | 0 | 4 |
| 1462 | 50.0 | Yes | Travel_Rarely | 410 | Sales | 28.0 | 3 | Marketing | 1 | 2055 | 4 | Male | 39 | 2 | 3 | Sales Executive | 1 | Divorced | 10854 | 16586 | 4 | Y | Yes | 13 | 3 | 2 | 80 | 1 | 20 | 3 | 3 | 3 | 2 | 2 | 0 |
| 1463 | 39.0 | No | Travel_Rarely | 722 | Sales | 24.0 | 1 | Marketing | 1 | 2056 | 2 | Female | 60 | 2 | 4 | Sales Executive | 4 | Married | 12031 | 8828 | 0 | Y | No | 11 | 3 | 1 | 80 | 1 | 21 | 2 | 2 | 20 | 9 | 9 | 6 |
| 1464 | 31.0 | No | Non-Travel | 325 | Research & Development | 5.0 | 3 | Medical | 1 | 2057 | 2 | Male | 74 | 3 | 2 | Manufacturing Director | 1 | Single | 9936 | 3787 | 0 | Y | No | 19 | 3 | 2 | 80 | 0 | 10 | 2 | 3 | 9 | 4 | 1 | 7 |
| 1465 | 26.0 | No | Travel_Rarely | 1167 | Sales | 5.0 | 3 | Other | 1 | 2060 | 4 | Female | 30 | 2 | 1 | Sales Representative | 3 | Single | 2966 | 21378 | 0 | Y | No | 18 | 3 | 4 | 80 | 0 | 5 | 2 | 3 | 4 | 2 | 0 | 0 |
| 1466 | 36.0 | No | Travel_Frequently | 884 | Research & Development | 23.0 | 2 | Medical | 1 | 2061 | 3 | Male | 41 | 4 | 2 | Laboratory Technician | 4 | Married | 2571 | 12290 | 4 | Y | No | 17 | 3 | 3 | 80 | 1 | 17 | 3 | 3 | 5 | 2 | 0 | 3 |
| 1467 | 39.0 | No | Travel_Rarely | 613 | Research & Development | 6.0 | 1 | Medical | 1 | 2062 | 4 | Male | 42 | 2 | 3 | Healthcare Representative | 1 | Married | 9991 | 21457 | 4 | Y | No | 15 | 3 | 1 | 80 | 1 | 9 | 5 | 3 | 7 | 7 | 1 | 7 |
| 1468 | 27.0 | No | Travel_Rarely | 155 | Research & Development | 4.0 | 3 | Life Sciences | 1 | 2064 | 2 | Male | 87 | 4 | 2 | Manufacturing Director | 2 | Married | 6142 | 5174 | 1 | Y | Yes | 20 | 4 | 2 | 80 | 1 | 6 | 0 | 3 | 6 | 2 | 0 | 3 |
| 1469 | 49.0 | No | Travel_Frequently | 1023 | Sales | 2.0 | 3 | Medical | 1 | 2065 | 4 | Male | 63 | 2 | 2 | Sales Executive | 2 | Married | 5390 | 13243 | 2 | Y | No | 14 | 3 | 4 | 80 | 0 | 17 | 3 | 2 | 9 | 6 | 0 | 8 |
| 1470 | 34.0 | No | Travel_Rarely | 628 | Research & Development | 8.0 | 3 | Medical | 1 | 2068 | 2 | Male | 82 | 4 | 2 | Laboratory Technician | 3 | Married | 4404 | 10228 | 2 | Y | No | 12 | 3 | 1 | 80 | 0 | 6 | 3 | 4 | 4 | 3 | 1 | 2 |
Duplicate rows
Most frequently occurring
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 28.0 | Yes | Travel_Rarely | 1157 | Research & Development | 2.0 | 4 | Medical | 1 | 440 | 1 | Male | 84 | 1 | 1 | Research Scientist | 4 | Married | 3464 | 24737 | 5 | Y | Yes | 13 | 3 | 4 | 80 | 0 | 5 | 4 | 2 | 3 | 2 | 2 | 2 | 2 |